US9949704B2 - Systems and methods for determination of pharmaceutical fluid injection protocols based on x-ray tube voltage - Google Patents
Systems and methods for determination of pharmaceutical fluid injection protocols based on x-ray tube voltage Download PDFInfo
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- US9949704B2 US9949704B2 US14/401,330 US201214401330A US9949704B2 US 9949704 B2 US9949704 B2 US 9949704B2 US 201214401330 A US201214401330 A US 201214401330A US 9949704 B2 US9949704 B2 US 9949704B2
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- A61B6/50—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications
- A61B6/504—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications for diagnosis of blood vessels, e.g. by angiography
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Definitions
- the present invention is related to devices, systems and methods for fluid delivery, and, particularly, to devices, systems and methods for delivery of a pharmaceutical fluid to a patient, and, especially for delivery of a contrast medium to a patient during a medical injection procedure for diagnostic and/or therapeutic reasons.
- contrast medium with, for example, a power injector for radiological exams typically starts with the clinician filling an empty, disposable syringe with a certain volume of contrast agent pharmaceutical. In other procedures, a syringe pre-filled with contrast agent may be used. The clinician then determines a volumetric flow-rate and a volume of contrast to be administered to the patient to enable a diagnostic image.
- An injection of saline solution, having a volume and flow rate determined by the operator often follows the administration of contrast agent into the veins or arteries.
- a number of currently available injectors allow for the operator to program a plurality of discrete phases of volumetric flow rates and volumes to deliver.
- the SPECTRIS SOLARIS® and STELLANT® injectors available from MEDRAD, INC., a business of Bayer HealthCare provide for entry of up to and including six discrete pairs or phases of volumetric flow rate and volume for delivery to a patient (for example, for contrast and/or saline).
- a patient for example, for contrast and/or saline.
- injectors and injector control protocols for use therewith are disclosed, for example, in U.S. Pat. No. 6,643,537 and Published U.S. Patent Application Publication No. 2004/0064041, assigned to the assignee of the present invention, the disclosures of which are incorporated herein by reference.
- the values or parameters within the fields for such phases are generally entered manually by the operator for each type of procedure and for each patient undergoing an injection/imaging procedure. Alternatively, earlier manually entered values of volume and flow rate can be stored and later recalled from the computer memory.
- Fleischmann and coworkers treated the cardiovascular physiology and contrast kinetics as a “black box” and determined its impulse response by forcing the system with a short bolus of contrast (approximating a unit impulse). In that method, one performs a Fourier transform on the impulse response and manipulates this transfer function estimate to determine an estimate of a more optimal injection trajectory than practiced previously.
- D. Fleischmann and K. Hittmair “Mathematical analysis of arterial enhancement and optimization of bolus geometry for CT angiography using the discrete Fourier transform,” J. Comput. Assist Tomogr., vol. 23, pp. 474-84 (1999), the disclosure of which is incorporated herein by reference.
- Contrasic administration of contrast agent results in a non-uniform enhancement curve.
- contrast agent typically, 100 to 150 mL of contrast at one flow rate
- K. T. Bae “Peak contrast enhancement in CT and MR angiography: when does it occur and why? Pharmacokinetic study in a porcine model,” Radiology, vol. 227, pp. 809-16 (2003), the disclosures of which are incorporated herein by reference.
- Fleischmann and Hitmair thus presented a scheme that attempted to adapt the administration of contrast agent into a biphasic injection tailored to the individual patient with the intent of optimizing imaging of the aorta.
- a fundamental difficulty with controlling the presentation of CT contrast agent is that hyperosmolar drug diffuses quickly from the central blood compartment. Additionally, the contrast is mixed with and diluted by blood that does not contain contrast.
- Fleischmann proscribed that a small bolus injection, a test bolus injection, of contrast agent (16 ml of contrast at 4 ml/s) be injected prior to the diagnostic scan.
- a dynamic enhancement scan was made across a vessel of interest.
- the resulting processed scan data (test scan) was interpreted as the impulse response of the patient/contrast medium system.
- Fleischmann derived the Fourier transform of the patient transfer function by dividing the Fourier transform of the test scan by the Fourier transform of the test injection. Assuming the system was a linear time invariant (LTI) system and that the desired output time domain signal was known (a flat diagnostic scan at a predefined enhancement level)
- Fleischmann derived an input time signal by dividing the frequency domain representations of the desired output by that of the patient transfer function. Because the method of Fleischmann et al. computes input signals that are not realizable in reality as a result of injection system limitations (for example, flow rate limitations), one must truncate and approximate the computed continuous time signal.
- a powered injector In addition, to control a powered injector to provide a desired time enhancement curve, the operation of a powered injector should be carefully controlled to ensure the safety of the patient. For example, it is desirable not to exceed a certain fluid pressure during an injection procedure. In addition to potential hazards to the patient (for example, vessel damage) and potential degradation of the diagnostic and/or therapeutic utility of the injection fluid, excessive pressure can lead to equipment failure. Disposable syringes and other fluid path components (sometimes referred to collectively as a “disposable set”) are typically fabricated from plastics of various burst strengths. If the injector causes pressure in the fluid path to rise above the burst strength of a disposable fluid path element, the fluid path element will fail.
- a system for patient imaging including an imaging system and a parameter generator to determine parameters of at least a first phase of an injection procedure, wherein the imaging system comprises a scanner comprising at least one x-ray tube and wherein the parameter generator is programmed to determine at least one of the parameters on the basis of a voltage to be applied to the at least one x-ray tube during an imaging procedure.
- the scanner may be a CT scanner, which may be programmable to operate at different x-ray tube voltages.
- the parameter generator of the system can be in communicative connection with the imaging system. In certain embodiments, the parameter generator can be integrated into the imaging system.
- the system can further include an injector system, and the injector system can include at least one pressurizing mechanism, at least one fluid container operably associated with the at least one pressurizing mechanism, one of the fluid containers adapted to contain a contrast enhancing agent and one of the fluid containers adapted to contain a diluent, and a controller operably associated with the at least one pressurizing mechanism.
- the parameter generator can be in communicative connection with at least one of the imaging system and the controller of the injector system, and in certain embodiments, the parameter generator can be integrated into the injector system.
- the parameter generator can be programmed to determine at least one of a volume of a pharmaceutical fluid to be injected during at least the first phase and a flow rate of the pharmaceutical fluid to be injected during at least the first phase on the basis of the voltage to be applied to the at least one x-ray tube during the imaging procedure.
- the pharmaceutical fluid may include a contrast enhancing agent.
- the parameter generator may be programmed to determine X for a particular patient weight from a look-up table wherein X is set forth as a function of patient weight and the voltage to be applied to the at least one x-ray tube during the imaging procedure.
- the parameter generator can be programmed to determine at least a first flow rate of the pharmaceutical fluid by dividing V 1 by an injection duration of the first phase.
- the parameter generator may be programmed to determine the injection duration on the basis of one or more criteria inputted by an operator, which criteria can include at least an identification of a body region to be imaged during the imaging procedure.
- the parameter generator can be further programmed to determine a volume V 2 of pharmaceutical fluid to be delivered in at least a second phase of the injection procedure in which both the pharmaceutical fluid and a diluent are to be delivered.
- the parameter generator can be programmed to determine the volume of the pharmaceutical fluid to be injected during at least the first phase by adjusting a volume parameter of a baseline injection protocol.
- Data representing the baseline injection protocol can exists in memory of the system or accessible to the system.
- the parameter generator can also be programmed to determine the baseline injection protocol on the basis of one or more criteria inputted by an operator.
- the parameter generator can be programmed to determine the volume of the pharmaceutical fluid to be injected during at least the first phase by applying a tube voltage modification factor to the volume parameter of the baseline injection protocol.
- the parameter generator can be programmed to determine the flow rate of the pharmaceutical fluid to be injected during at least the first phase by adjusting a flow rate parameter of a baseline injection protocol.
- Data representing the baseline injection protocol can exists in memory of the system or accessible to the system.
- the parameter generator can also be programmed to determine the baseline injection protocol on the basis of one or more criteria inputted by an operator.
- the parameter generator can be programmed to determine the flow rate of the pharmaceutical fluid to be injected during at least the first phase by applying a tube voltage modification factor to the flow rate parameter of the baseline injection protocol.
- a parameter generator for use in an imaging system comprising a scanner comprising at least one x-ray tube, wherein the parameter generator is programmed to determine parameters of at least a first phase of an injection procedure including at least one parameter on the basis of a voltage to be applied to the at least one x-ray tube during an imaging procedure.
- a method of controlling an injector system for delivering a pharmaceutical fluid to a patient as part of an imaging procedure the injector system in operative connection with an imaging system comprising a scanner comprising at least one x-ray tube.
- the steps of the method include: determining, using a parameter generator, injection parameters of at least a first phase of an injection procedure, wherein at least one of the injection parameters is determined on the basis of a voltage to be applied to the at least one x-ray tube during the imaging procedure; and controlling the injector system at least in part on the basis of the determined injection parameters.
- the injection parameters that are determined include at least one of a volume of the pharmaceutical fluid to be injected during at least the first phase of the injection procedure and a flow rate of the pharmaceutical fluid to be injected during at least the first phase of the injection procedure.
- X is determined for a particular patient weight from a look-up table wherein X is set forth as a function of patient weight and the voltage to be applied to the at least one x-ray tube during the imaging procedure.
- At least a first flow rate of the pharmaceutical fluid is determined by dividing V 1 by an injection duration of the first phase.
- the injection duration of the first phase can be inputted by an operator using a graphical user interface.
- the injection duration can also be determined by the parameter generator on the basis of one or more criteria inputted by an operator.
- the volume of the pharmaceutical fluid to be injected during at least the first phase is determined by adjusting a volume parameter of a baseline injection protocol.
- Data representing the baseline injection protocol can be recalled from memory associated with or accessible by at least one of the injector system, the imaging system, and the parameter generator.
- the baseline injection protocol may also be determined on the basis of one or more criteria inputted by an operator.
- the volume of the pharmaceutical fluid to be injected during at least the first phase of the injection procedure can be determined by applying a tube voltage modification factor to the volume parameter of the baseline injection protocol.
- the flow rate of the pharmaceutical fluid to be injected during at least the first phase is determined by adjusting a flow rate parameter of a baseline injection protocol.
- Data representing the baseline injection protocol can be recalled from memory associated with or accessible by at least one of the injector system, the imaging system, and the parameter generator.
- the baseline injection protocol can be determined on the basis of one or more criteria inputted by an operator.
- the flow rate of the pharmaceutical fluid to be injected during at least the first phase can be determined by applying a tube voltage modification factor to the flow rate parameter of the baseline injection protocol.
- the method can further include the step of populating the determined injection parameters on a graphical user interface associated with at least one of the injector system and the imaging system.
- a method of generating an injection protocol for use with an injector system in operative connection with an imaging system comprising a scanner comprising at least one x-ray tube including the step of determining, using a parameter generator, injection parameters of at least a first phase of an injection procedure, wherein at least one of the injection parameters is determined on the basis of a voltage to be applied to the at least one x-ray tube during an imaging procedure.
- FIG. 1 illustrates an embodiment of a multi-phasic Graphical User Interface (GUI) for use in setting forth parameters for a plurality of phases for a two-syringe injector also illustrated in FIG. 1 .
- GUI Graphical User Interface
- FIG. 2 illustrates an embodiment of a graphical interface from which an operator can choose a vascular region of interest for imaging.
- FIG. 3 illustrates an embodiment of a graphical interface from which an operator can enter variables related to a particular imaging procedure.
- FIG. 4 illustrates an embodiment of a graphical interface which presents an operator with a computed injection protocol.
- FIG. 5 illustrates a simulated histogram in the right heart compartment.
- FIG. 6 illustrates the total contrast material delivered to simulated patients for different weight values and tube voltage values according to contrast delivery protocols generated using an embodiment of a parameter generation system.
- FIG. 7 illustrates the mean flow rate of contrast material delivered to simulated patients for different weight values and tube voltage values according to contrast delivery protocols generated using an embodiment of a parameter generation system.
- FIG. 8 illustrates the mean right heart (RH) enhancement value achieved in simulated patients for different weight values and tube voltage values according to contrast delivery protocols generated using an embodiment of a parameter generation system.
- FIG. 9 illustrates the distribution of patient weight of a patient sampling.
- FIG. 10 illustrates the distribution of patient height of the patient sampling of FIG. 9 .
- FIG. 11 illustrates the distribution of patient age of the patient sampling of FIG. 9 .
- FIG. 12 illustrates the average flow rate at different patient weights for the patient sampling of FIG. 9 according to contrast delivery protocols generated at different tube voltages using an embodiment of a parameter generation system.
- FIG. 13 illustrates the mean total contrast volume delivered at different patient weights for the patient sampling of FIG. 9 according to contrast delivery protocols generated at different tube voltages using an embodiment of a parameter generation system.
- FIG. 14 illustrates the mean enhancement value in the patient sampling of FIG. 9 for different scan durations according to contrast delivery protocols generated at different tube voltage values using an embodiment of a parameter generation system.
- FIG. 15 illustrates the mean flow rate of contrast volume delivered at different scan durations for the patient sampling of FIG. 9 according to contrast delivery protocols generated at different tube voltage values using an embodiment of a parameter generation system.
- FIG. 16 illustrates the mean enhancement value in the patient sampling of FIG. 9 at different injection durations according to contrast delivery protocols generated at different tube voltage values using an embodiment of a parameter generation system.
- FIG. 17 illustrates an embodiment of a graphical interface from which an operator can choose a vascular region of interest and baseline protocol for imaging.
- FIG. 18 illustrates another embodiment of a graphical interface from which an operator can choose a vascular region of interest and baseline protocol for imaging.
- FIG. 19 illustrates an embodiment of a graphical interface from which an operator can choose a tube voltage value.
- FIG. 20 illustrates an embodiment of a graphical interface from which an operator can choose a tube voltage value along with other variables of an injection procedure.
- FIG. 21 illustrates another portion of a graphical interface for use with an embodiment of a parameter generation system.
- FIG. 22 illustrates another portion of a graphical interface for use with an embodiment of a parameter generation system.
- FIG. 23 illustrates an embodiment of a graphical interface which presents an operator with a computed injection protocol.
- FIG. 24 illustrates another embodiment of a graphical interface which presents an operator with a computed injection protocol.
- FIGS. 25-27 illustrate examples of the methodology exemplified in various embodiments of the present invention.
- the term “protocol” refers to a group of parameters such as flow rate, volume to be injected, injection duration, etc. that define the amount of fluid(s) to be delivered to a patient during an injection procedure. Such parameters can change over the course of the injection procedure.
- the term “phase” refers generally to a group of parameters that define the amount of fluid(s) to be delivered to a patient during a period of time (or phase duration) that can be less than the total duration of the injection procedure.
- the parameters of a phase provide a description of the injection over a time instance corresponding to the time duration of the phase.
- An injection protocol for a particular injection procedure can, for example, be described as uniphasic (a single phase), biphasic (two phases) or multiphasic (two or more phases, but typically more than two phases).
- Multiphasic injections also include injections in which the parameters can change continuously over at least a portion of the injection procedure.
- an injector system such as a dual syringe injector system 100 as illustrated in FIG. 1 and as, for example, disclosed in U.S. Pat. No. 6,643,537 and U.S. Patent Application Publication No. 2004/0064041
- an injector system may be used to implement the concepts described in detail herein, and typically includes two fluid delivery sources (sometimes referred to as source “A” and source “B” herein, such as syringes) that are operable to introduce a first fluid and/or a second fluid (for example, contrast medium, saline/diluent, etc.) to a patient independently (for example, simultaneously, simultaneously in different volumetric flow proportion to each other, or sequentially or subsequent to each other (that is, A then B, or B then A)).
- a first fluid and/or a second fluid for example, contrast medium, saline/diluent, etc.
- source A is in operative connection with a pressurizing mechanism such as a drive member 110 A
- source B is in operative connection with a pressurizing mechanism such as a drive member 110 B
- Source A and source B can each be, for example, a fluid container.
- the injector system 100 includes a controller 200 in operative connection with injector system 100 and drive members 110 A and 110 B that is operable to control the operation of drive members 110 A and 110 B to control injection of fluid A (for example, contrast medium) from source A and injection of fluid B (for example, saline/diluent) from source B, respectively.
- Controller 200 can, for example, include a user interface comprising a display 210 .
- Controller 200 can also include a processor 220 (for example, a digital microprocessor as known in the art) in operative connection with a memory 230 .
- the system can further include an imaging system 300 .
- Imaging system 300 can, for example, be a Computed Tomography (CT) system or another tomographic imaging system.
- CT Computed Tomography
- the injector system 100 can be in communicative connection with imaging system 300 , and one, a plurality or all the components of the injector system 100 and imaging system 300 can be integrated into a single device.
- a CT system typically includes a scanner which employs x-rays to create an image utilizing the principle of attenuation. Attenuation represents a measure of the gradual loss in intensity of a flux, such as an x-ray, as it passes through a medium, such as the tissue, bone and other materials of the body.
- CT systems generally include an x-ray source, typically an x-ray tube or tubes, and one or more x-ray sensors located opposite the x-ray source for capturing the attenuated x-rays after they pass through the body, including body structures that may be filled with a contrasting agent.
- Tube Voltage to K-Factor Relationship Tube Voltage (kV p ) K-Factor (HU/(mgI ⁇ mL ⁇ 1 )) 80 41 100 31 120 25 140 21
- the attenuation to contrast concentration ratio varies based on the voltage being applied to the x-ray tube, all else being equal, two scans carried out using the same contrast concentration at different x-ray tube voltages will produce different images.
- an increased attenuation creates a brighter opacification and greater image contrast between the contrast-filled structures and the surrounding tissue.
- the opacification can increase as the tube voltage decreases, the volume of contrast needed to achieve sufficient contrast opacification in a territory of interest can be reduced by using lower tube voltages.
- a greater volume of contrast may be needed to achieve sufficient contrast opacification and adequate imaging where higher tube voltages are being used during the scanning procedure.
- phase parameters predetermined as being effective for the type of imaging procedure being performed that are based, at least in part, on the tube voltage that will be applied during the imaging procedure. Tailoring the phase parameters to account for tube voltage has been found to not only lead to contrast savings, but also help to avoid less than ideal enhancement outcomes for higher tube voltages where the HU/(mgI ⁇ mL ⁇ 1 ) ratio is smaller.
- phase parameters can be established in a variety of ways, including through the collection of patient data over time (by, for example, employing artificial intelligence techniques, statistical means, adaptive learning methodologies, etc.), through mathematical modeling, through the modification of baseline or known protocols to account for variations in the tube voltage values, or otherwise.
- injection phase parameters as described above are populated within a phase programming mechanism, or parameter generator, which may be a computer having software installed thereon for implementing the methods described herein, based on one or more parameters of interest including, but not limited to, contrast agent concentration (for example, iodine concentration in the case of a CT procedure), a patient parameter (for example, body weight, height, gender, age, cardiac output, etc.) the type of scan being performed, the type of catheter inserted into the patient for intravascular access, and the voltage being applied when performing the imaging scan (for example, the voltage being applied to one or more x-ray tubes during a CT scan).
- the parameter generator is typically in communicative connection with at least one of the imaging system 300 and the injector system 100 .
- the parameter generator can also include a processor (for example, a digital microprocessor as known in the art) in operative connection with a memory.
- the parameter generator can be integrated into the imaging system 300 and/or the injection system 100 .
- the phase programming mechanism can, for example, allow the operator to control the injection system by entering a “protocol wizard or generation mode,” “helper mode”, or “operator assist mode.”
- a “protocol wizard or generation mode,” “helper mode”, or “operator assist mode” Once the operator chooses to enter the operator assist mode, the operator can be presented with a graphical user interface that provides a mechanism or mode for entering the information used in populating the phase parameters.
- the protocol parameters are automatically populated, generally in response to information input by the operator through the graphical user interface and received at the parameter generator.
- the graphical user interface can present the operator with a series of choices, such as questions about the procedure, about the patient, or both, the answers to which can assist the software associated with the phase programming mechanism in determining the appropriate injection protocol and phase parameters.
- FIG. 2 For instance, one embodiment of a graphical user interface from which the operator is prompted to choose a region of interest for the image, and which follows the work flow described herein, is depicted in FIG. 2 .
- the operator can, for example, choose a region of interest by highlighting, for example, using a touch screen or a mouse controlled cursor, a region of interest on an illustration of the body set forth on the user interface or can choose a region of interest from a menu such as a pull down menu. Hierarchical groupings of regions of interest can be provided.
- the operator may be prompted to select from among different available preset protocols, each of which may have preset parameters associated therewith, such as the contrast concentration, whether a test injection or transit bolus are used, the maximum flow rate, the limitation on pressure, the injection duration, scan duration, etc., as shown in FIG. 2 and referred to therein as the “Details” of the protocol selected.
- the “Details” shown in FIG. 2 are exemplary only, and are not intended to be limiting.
- Preset protocol parameters may be stored in memory on the system, such as in memory associated with one or more of the above-described components of the system or in a database accessible over a network, and recalled when a particular protocol is selected.
- preset values may have been entered into the system memory by an operator or someone associated therewith to reflect an operator's preferences for a particular protocol. These values may also have been pre-loaded into the system during programming, and may reflect values that are commonly used in the industry. Preset parameters such as “max flow rate” and “pressure limit” may be parameters that are set out of safety concerns for the patient. Others may be set as a function of the capabilities of the particular injector or scanner hardware of the system. In some embodiments, the preset values can be overridden, such as through direct entry of new values by an operator or through generation of a protocol requiring parameters inconsistent with the preset values. In the event that the preset values are inconsistent with a generated protocol, the operator may be prompted that such an event has occurred and given an opportunity to adjust and/or authorize the generated protocol.
- FIG. 3 shows an exemplary graphical user interface wherein the variables “Patient Weight,” “Concentration” and “Tube Voltage” are selected or entered.
- An example of an embodiment or implementation of this is to provide a keypad on the graphical user interface into which the operator enters the patient's weight in pounds or kilograms.
- the operator chooses a weight range from among low, mid and high ranges.
- the tube voltage can be entered using a keypad or selected from among several preset values.
- Such variables can also be measured by one or more sensing devices associated with the system and/or read electronically or digitally from patient records as may be kept in a hospital database accessible over a network.
- the system can be configured to automatically populate the patient weight based on patient records or automatically populate the tube voltage based on the capabilities or current setting of the scanner of the associated imaging system.
- One or more of these variables may also be automatically populated based on one or more criteria selected in a previous step, such as the preset protocol selected in FIG. 2 .
- the automatically populated value can then serve as the default unless and until changes are made thereto.
- the operator may also be queried if the operator wishes to perform a test injection or timing injection.
- the location of the graphical user interface within the system is not intended to be limiting.
- choices can also or alternatively be made on a graphical user interface on the imaging system or scanner and/or from a database on the imaging system or scanner.
- the data can then be transmitted to the injector.
- the interface can exist solely on the scanner/imaging system. In this case, the final protocol can be transmitted to the injection system.
- the interface or database can exist on a machine or system separate from the injector and the scanner. Data, for example, protocols can be transmitted from that system to the injector.
- a communication interface that may be used herein is disclosed in U.S. Pat. No.
- One or more imaging systems can also be connected by way of a network with a central control location where one or more computer interfaces can exist to display and/or allow for control of the networked imaging systems.
- multiple imaging systems can be connected to a common computer or set of computers located in a control center, wherein an operator can monitor and adjust the protocols being used on one or more of the imaging systems.
- a radiologist wishing to specify the particular injection protocol to be used in a particular instance can take advantage of such a network to adjust the protocol from such an interface.
- the software implementing the present invention computes an injection protocol, including parameters such as the flow rates and volumes for the phases, including the test injection, if any, for the operator's review.
- an injection protocol including parameters such as the flow rates and volumes for the phases, including the test injection, if any, for the operator's review.
- FIG. 4 One such example of a graphical user interface displaying an injection protocol for the operator's review is shown in FIG. 4 .
- computation of the parameters of the injection protocol is done using a variable weight factor (mg Iodine/Body weight kg) which is used to determine the dose, or total volume, of iodine for the patient for a particular tube voltage or range thereof.
- a variable weight factor (mg Iodine/Body weight kg) which is used to determine the dose, or total volume, of iodine for the patient for a particular tube voltage or range thereof.
- the process software discretizes the weight ranges of subjects in, for example, 7 ranges (for example, ⁇ 40 kg, 40-59 kg, 60-74 kg, 75-94 kg, 95-109 kg, 110-125 kg, >125 kg) and the tube voltage in, for example, 4 values (80 kV p , 100 kV p , 120 kV p and 140 kV p ) for each weight range.
- Weight factors are associated with each weight range/tube voltage combination. Exemplary weight factors, which depend upon and vary with patient weights and tube voltages, are displayed in Table 2 below.
- the weight factors displayed in Table 2 were derived by applying a multi-objective optimization routine (Gembicki's weighted goal attainment method (Gembicki, F. W., “Vector Optimization for Control with Performance and Parameter Sensitivity Indices,” Case Western Reserve University (1974)) to simulated patients representing each of the weight ranges.
- This process is outlined in United States Patent Application Publication Number 2010/0113887, assigned to the assignee of the present application, the entire contents of which are incorporated by reference.
- a similar multi-objective optimization was run to determine the weight factor values for the same set of discretized weight ranges for tube voltages of 80, 100 and 140 kV p .
- a goal was set to attain an enhancement value of at least 325 HU in the right heart while keeping the contrast volumes and flow rates as low as possible.
- the weight factor values were calculated so as to provide the highest probability of meeting that goal.
- Other parameters were also considered in determining the weight factors.
- the optimal value of the weight factor generally increases as the scan duration increases. This is primarily because more contrast is needed to ensure the enhancement target is met in the entire scan window. Moreover, longer scan durations typically imply lower flow rates, which can decrease enhancement and thus require additional contrast volume to compensate.
- the weight factors calculated can accommodate all scan duration values.
- the weight, height, age and gender were randomly generated for 50 simulated patients.
- the contrast dosing protocol parameters were varied during the simulation as follows:
- Scan Duration 4, 10, 16 and 20 seconds
- the right heart compartment enhancement was calculated as the average enhancement during the scan window.
- a test bolus of 20 mL contrast, 40 mL saline was used to determine the appropriate timing for the scan window.
- the minimum injection duration was not varied because it is usually set at 12 seconds when performing an injection for cardiac imaging. It is not generally necessary to vary the minimum injection duration value as long as the scan duration values are chosen so as to simulate all possible states of volume and flow rate adjustment during protocol generation.
- a set of enhancement criteria were defined for each application.
- the set goal was to achieve at least 325 HU of enhancement while using the least possible contrast and the lowest flow rate.
- V cD contrast diagnostic volume (mL)
- E RH Mean enhancement in right heart during scan window (HU)
- FIG. 5 shows an example of the histogram distribution for a tube voltage of 100 kV p and a weight bin of 40-59 kg.
- the simulations described above were used to determine if patient or injection protocol parameters are likely to influence the enhancement outcomes, or, in other words, to determine whether it is more likely to achieve the specified enhancement target for either a given type of patient or a specific injection protocol.
- patient age for example, the average age of simulated patients who met the 325 HU target was compared to the average age of the entire simulated patient population. This was done for each value of the tube voltage and across all weight bins. The results are shown in Table 3, below.
- Weight Weight Weight Range Range Bin (kg) (lbs) 80 kV p 100 kV p 120 kV p 140 kV p 1 ⁇ 40 ⁇ 88 0.36 0.44 0.5 0.59 2 40-59 88-131 0.33 0.39 0.46 0.51 3 60-74 132-163 0.28 0.33 0.38 0.44 4 75-94 164-208 0.26 0.31 0.34 0.4 5 95-109 209-241 0.24 0.29 0.33 0.39 6 110-125 242-276 0.23 0.27 0.31 0.37 7 >125 >276 0.23 0.27 0.3 0.35
- FIG. 6 shows that contrast volumes calculated with the weight factor values of Table 8 will not yield unrealistic protocols in terms of total volume of contrast delivered.
- the average volume increased with tube voltage and with weight bin, as expected.
- the smallest volume of contrast calculated at 80 kV p was 29.2 mL, while the largest volume of contrast calculated at 140 kV p was 161 mL. This is the range of volumes calculated by the protocol algorithms of U.S. Patent Application Publication No. 2010/0113887 using the weight factors of Table 8.
- the flow rates calculated by the algorithm using the weight factors of Table 8 also increased with tube voltage and weight bin.
- the values calculated are all realistic and are all capable of being used in injection protocols in a clinical setting.
- the slowest rate used in the sampling at 80 kV p was 2 mL/s and the fastest rate used at 140 kV p was 7 mL/s, due to flow rate limitations.
- the mean right heart enhancement across the scan window was also calculated using the weight factors of Table 8 and the results are displayed in FIG. 8 .
- the enhancement target of 325 HU was easily met when the tube voltage was set to either 80 kV p or 100 kV p .
- the enhancement target was not met as often, in part because for these values, syringe capacity can be a limiting factor and cause an injection protocol to get truncated.
- the weight factors were set at or below the original weight factor values in an effort to limit the flow rates and volumes for pulmonary angiography applications.
- FIGS. 9, 10, and 11 represent the weight, height and age distribution of the sampling, respectively.
- the total contrast volume used in the injection protocol was also calculated for each patient and plotted against weight, the results of which are shown in FIG. 13 .
- the average volume stayed under 100 mL for all injection protocols. There were, however, cases where the volume exceeded 100 mL, particularly for the heavier patients.
- FIG. 14 reflects the effect of scan duration on the right heart enhancement value in the patient sampling.
- FIG. 14 shows that the enhancement value is lower for 16 and 20 second scan durations than for 4 and 10 second scan durations. This is believed to be due, at least in part, to the fact that the enhancement value was calculated as the average enhancement value in the scan window, thus causing longer scan windows to have lower average enhancement values.
- shorter scan durations typically result in higher flow rates, further contributing to an increase in the enhancement value.
- the scan duration is shorter than the minimum injection duration tested of 4 seconds, the diagnostic phase contrast volume is reduced, which explains why the enhancement tends to be lower for 4 second scan durations than for 10 second scan durations.
- the enhancement also tended to dip below 300 HU for scan durations above 16 seconds in FIG. 14 .
- FIG. 16 shows the effect of the minimum injection duration on the mean enhancement value.
- the average enhancement in the right heart falls below 300 HU for tube voltage values of 120 kV p and 140 kV p , but remains above this threshold for the lower tube voltage values, regardless of the scan duration programmed.
- injection protocols for a patient can be determined by the system according to a weight-based algorithm.
- V 1 volume of pharmaceutical fluid to be delivered in the phase
- the injection duration can be determined in a variety of ways.
- the injection duration can be determined by the system based upon one or more criteria concerning the imaging procedure (e.g., the region of the body to be imaged) and/or the patient (e.g. patient weight), it can be a value that is inputted directly by the operator, or it can represent a preset parameter, as described above.
- Parameters of additional phases can be similarly determined.
- the system can determine parameters for a first phase in which only the pharmaceutical fluid is to be delivered and a second, diluted phase in which both the pharmaceutical fluid and a diluent, such as saline, are to be delivered.
- the implementation software can be programmed to generate parameters of the injection protocol based on the above algorithms and weight factors, which are based, in part, on the x-ray tube voltage. Once generated, the parameters can be populated in the graphical user interface for operator review. As described previously, FIG. 4 represents an embodiment of a graphical user interface capable of presenting an injection protocol to the operator for review.
- the weight factors can be determined by the system through an algorithmic approach whereby the weight factors are calculated using information about patient weight, tube voltage, etc., such as is described above.
- the weight factors can alternatively, or additionally, preexist in memory, such as in a lookup table data file loaded onto the system or accessible by the system across a network, allowing the weight factors to be recalled when needed. Table 8, for example, illustrates exemplary information concerning the weight factors that could be made available in a lookup table.
- determination of appropriate injection protocol parameters can be accomplished by modifying or adjusting protocol parameters of a baseline injection protocol using a tube voltage modification factor to account for differences between the voltage being applied to an x-ray tube during a particular scan (or phase thereof) and the tube voltage that was used or assumed in determining the parameters of the baseline protocol.
- baseline injection protocols include protocols that have been established in the clinical literature, established through the collection of patient data over time by, for example, employing artificial intelligence techniques, statistical means, adaptive learning methodologies, etc., or established through mathematical modeling. These protocols may depend on, for example, contrast agent concentration, for example, iodine concentration in the case of a CT procedure, a patient parameter, for example, body weight, height, gender, age, cardiac output, etc., the type of scan being performed, the type of catheter inserted into the patient for intravascular access, and/or other patient specific data. In some non-limiting examples, baseline protocols have been, or can be, generated using a weight factor similar to the generation of protocols using weight factors discussed above.
- Baseline injection protocols for use herein may be stored in memory on the system, made accessible to the system across a network, or determined by the system in response to one or more inputted values. For example, a series of baseline injection protocols, each known to provide optimal dosing parameters for a certain combination of scan region, body weight, contrast concentration, etc. at a particular tube voltage may be stored in memory. The system can then recall from memory information about the appropriate baseline protocol for use in generating an injection protocol once sufficient information about the to-be-generated injection protocol is known. For example, when an operator selects a scan region/body weight/contrast concentration combination for a new injection procedure, the system can recall a baseline protocol generated for the same, or a similar, combination of scan region/body weight/contrast concentration. Alternatively, the system may contain software which can compute baseline injection protocols based on one or more patient-specific or procedure-specific criteria inputted by the operator, including the values discussed above (e.g., patient-specific and procedure-specific parameters).
- Baseline injection protocols generally reflect optimal contrast dosing parameters at a particular tube voltage, which is referred to herein as the baseline tube voltage.
- the most common baseline tube voltage is 120 kV p .
- the baseline tube voltage associated with a baseline injection protocol can be stored along with other information about the baseline injection protocol, though in some non-limiting embodiments the operator may be prompted to enter the baseline tube voltage for a particular baseline injection protocol or the baseline tube voltage may be assumed to be 120 kV p .
- a baseline injection protocol may not provide optimal contrast dosing parameters if a tube voltage other than the baseline tube voltage is being applied when using that protocol. Accordingly, the baseline protocol parameters can be modified or adjusted in order to achieve more optimal contrast dosing at the new tube voltage value. Since the modified parameters are not readily known to the operator of the injector, the parameter generation system described herein eases the task of an operator by providing tube voltage modification factors that should be used in conjunction with a baseline injection protocol to determine more optimum injection parameters for the tube voltage of interest.
- applying a tube voltage modification factor to one or more of the parameters of a baseline injection protocol may be used to create a new injection protocol tailored for the particular tube voltage to be used in the scan, such as by adjusting or modifying the parameters of the baseline protocol.
- the tube voltage modification factors are determined from an analysis of the relationship between the attenuation to contrast concentration ratios (k-factor) and tube voltage.
- the relationship between the k-factor and tube voltage can be established through a review of the clinical literature, and an art recognized relationship is shown in Table 1 above.
- the relationship between the k-factor and the tube voltage can be determined by performing a calibration exercise at the scanner.
- One such calibration exercise involves preparing a number of vials, each containing a mix of a known iodine concentration, typically in mgI/mL.
- the vials are then scanned at different tube voltages, such as at 80, 100, 120, and 140 kV p , and the attenuation value for each vial at each tube voltage is recorded.
- the tube voltages tested should at least include the baseline tube voltage used in determining the baseline protocol, which is typically 120 kV p , as well as any other tube voltages that may be used with the scanner, the reason for which will become apparent below.
- the vial concentrations are plotted against the recorded attenuation values and a best-fit line is prepared for each tube voltage.
- the slope of the best-fit line represents the respective k-factor for that particular tube voltage, in units of HU/mgI/mL.
- Typical k-factor values determined according to this calibration exercise should generally correspond to those art recognized values reported in Table 1.
- the tube voltage modification factors for different tube voltages can be determined based on the k-factors and information about the baseline tube voltage by calculating the relative increase or decrease in the k-factor between a particular tube voltage and the baseline tube voltage. For example, if the baseline tube voltage has a k-factor of 25 HU/mgI/mL, the tube voltage modification factor corresponding to a tube voltage having a k-factor of 41 HU/mgI/mL would be calculated as (25 ⁇ 41)/41, or ⁇ 39%.
- Table 10 illustrates tube voltage modification factors for different tube voltages assuming the baseline tube voltage is 120 kV p , using the k-factors from Table 1.
- Additional adjustment of the calculated tube voltage modification factors may be appropriate at the operator's discretion, as other aspects of the image, noise in particular, change with tube voltage modifications. Therefore, an operator may prefer that instead of a 39% decrease at 80 kV p , for example, only a 30% decrease be used. While the default computed values are suggested by the software based on the calibration experiment results, the operator would be able to modify the suggested values at his or her preference.
- the operator may decide which parameters of the baseline injection protocol should be adjusted based on the modification factors. For example, the operator may decide that both the total volume and flow rate parameters should be adjusted based on the tube voltage modification factor in order to maintain a constant injection duration, or only the total volume may be decreased in order to maintain a constant flow rate and decrease the injection duration.
- the flow rate of contrast is modified, the flow rates of any saline phases are adjusted by the same amount to maintain consistency between the diagnostic contrast phases, the saline patency checks, and the saline flushes.
- the software can be set to automatically select one or more parameters of the baseline injection protocol to adjust according to the tube voltage modification factor, typically the volume and flow rate.
- the parameter generator must also know or be able to identify the tube voltage to be applied as part of the new injection procedure in order to determine the appropriate tube voltage modification factor to apply.
- the value of the tube voltage can be inputted by the operator directly to the parameter generator or the parameter generator can receive information about the tube voltage from the scanner or another component of the system, wherein the tube voltage is known to the component because of a particular setting or capability of the component or because an operator has input the tube voltage value to the component.
- an injection protocol can be generated by applying the tube voltage modification factor to the baseline protocol parameters. For example, in the case of modifying the volume and flow rate of the baseline protocol, generation of new volume and flow rate parameters involves increasing or decreasing the volume and flow rate parameters of the baseline protocol by the tube voltage modification factor.
- Generation of the injection protocols can be accomplished by the software of the system by recalling from memory and/or generating a baseline protocol, determining a tube voltage modification factor based on the details of the baseline protocol selected, including the baseline tube voltage and the intended tube voltage to be applied, and adjusting the baseline protocol parameters by the tube voltage modification factor.
- Adjustment of the protocol parameters using the tube voltage modification factor allows for a baseline protocol to be modified in order to maintain similar enhancement characteristics despite a change in the tube voltage. For example, if a given volume and flow rate provide 300 HU of enhancement in a given region of interest scanned at 120 kV p , the iodine concentration in that region can be calculated from the k-factor in Table 1 to be 12 mgI/mL (300 HU ⁇ 25 HU/mgI/ml).
- the volume and/or flow rate can be decreased by the tube voltage modification factor of 19% to obtain an iodine concentration of 9.7 mgI/mL.
- an operator can be presented with a graphical user interface that provides a mechanism or mode for entering the information necessary for populating the phase parameters based on a tube voltage modification factor.
- FIG. 17 For instance, one embodiment of a graphical user interface from which the operator chooses a region of the body of interest, and which follows a workflow described with reference to FIGS. 17, 19, 21 and 23 , is depicted in FIG. 17 .
- the operator can, for example, choose a region of interest by highlighting, for example, using a touch screen or a mouse controlled cursor, a region of interest on an illustration of the body set forth on the user interface or can choose a region of interest from a menu such as a pull down menu. Hierarchical groupings of regions of interest can be provided.
- FIG. 18 depicts another embodiment of a graphical user interface from which an operator can choose a region of interest, and an alternative work flow is described herein with reference to FIGS. 18, 20, 22 and 24 .
- FIG. 17 illustrates a user interface presenting a single protocol option, labeled as “Head Protocol 1,” which, upon selection, can display a default flow rate and volume for each phase, along with the total diagnostic contrast volume and total diagnostic saline volume, as also shown in FIG. 17 .
- FIG. 18 illustrates a user interface presenting multiple baseline protocols from among which the baseline protocol can be selected.
- the selected baseline protocol may have additional parameters associated therewith, such as injection pressure or flow rate limits, iodine concentration, scan duration, whether a test bolus is performed, etc., which may or may not be displayed and which may or may not be capable of being adjusted.
- FIG. 18 represents an example where additional details about the particular baseline protocol selected are displayed to the operator.
- An indicator may also be associated with the preset protocol indicating that the particular protocol can be adjusted based on a tube voltage modification rule, such as through the use of tube voltage modification factors as discussed above.
- the exemplary interfaces of FIG. 17 and FIG. 18 represent this by the “kV p ” icon associated with the “Head Protocol 1” and the “Cardiac w/Bolus Tracking” protocols.
- Other available protocols may not have a tube voltage modification option associated therewith, such as the “Dr A's Cardiac” protocol in FIG. 18 .
- FIG. 19 depicts an example of a graphical interface wherein the “Tube Voltage” can be selected or entered.
- the tube voltage can be selected from among several preset values, though the tube voltage can also be entered using a keypad or the like. The tube voltage value may also be automatically populated based on the capabilities or setting of the associated scanner.
- FIG. 20 depicts another example of an interface wherein “Tube Voltage” can be selected from among various choices.
- “Patient Weight” and “Concentration” are additional parameters available for selection by the operator. The particular parameters depicted in FIGS. 19 and 20 are not intended to be limiting, and other parameters are contemplated for selection by the operator consistent with the discussion above.
- the implementation software of the parameter generator can determine the appropriate modification of the baseline protocol, such as through the determination of a tube voltage modification factor.
- the operator can then be presented with an interface informing the operator of the parameters selected and the associated adjustment made as a result of the selected tube voltage value.
- An example of one such interface is shown in FIG. 21 , which confirms to the operator that the tube voltage value of 100 kV p has been selected and, under “Notice,” that the selected tube voltage value is associated with a 19% decrease in the volume of contrast from the baseline contrast volume.
- FIG. 22 similarly depicts an example of an interface which informs the operator of the selected patient weight, iodine concentration, and tube voltage values and that a 19% decrease in contrast volume is associated with the particular tube voltage selected from the baseline value.
- the implementation software computes an injection protocol using the tube voltage modification factor.
- the protocol parameters such as the flow rates and volumes for the phases (including the test injection, if any), can then be presented to the operator for his or her review.
- One such example of an interface displaying a computed injection protocol is shown in FIG. 23 .
- Another such example is depicted in FIG. 24 .
- the operator can initiate the injection process, which will be performed according to the particulars of the generated protocol.
- FIG. 25 depicts one example of the methodology associated with the embodiments involving tube voltage modification.
- the left hand side of the chart illustrates an example of this methodology applied to a standard protocol.
- Step 1 represents selection by the operator of a standard protocol, consistent with FIG. 17 .
- Step 2 represents selection of the tube voltage from the list of tube voltages illustrated in FIG. 19 .
- Step 3 depicts application of the modification factor to the parameters in accordance with the particular tube voltage selected in step 2 . This step corresponds to that illustrated in connection with the graphical user interface of FIG. 21 .
- Step 4 represents the display of the modified protocol, as shown in FIG. 23 .
- steps 1 - 4 on the right hand side of the chart depict application of the tube voltage modification to a preset protocol of the type that can be obtained using one or more of the P3T® Technology products available from MEDRAD, INC., a business of Bayer HealthCare. These steps follow the illustrations of FIGS. 18, 20, 22 and 24 , respectively.
- FIG. 26 depicts an example of the methodology underlying the embodiments in which the tube voltage parameter is integrated directly into the algorithm(s) of the present invention.
- Step 2 illustrates entry of the parameters, such as the appropriate tube voltage value, into the algorithms embodied in, for example, the P3T® Cardiac or P3T® PA products, for imaging of the vasculature of the heart and lungs, respectively.
- Embodying the adjusted dosing factors obtained from this method, the resulting protocol is generated in step 3 and then displayed in step 4 .
- FIG. 27 illustrates an example of the methodology underlying the embodiments in which the protocol calculations are performed with at least some inputs obtained from the scanner.
- Step 1 shows that the initial protocol may be selected from the scanner, with the scanner updating in step 2 the entered input values inclusive of tube voltage.
- the protocol calculator determines the resulting protocol either by employing the rule-based modifications represented by steps 4 a and 4 b on the left hand side of the chart or the dosing factors represented by step 4 on the right hand side.
- Steps 5 and 6 represent the actions of conveying the resulting protocol to the scanner (e.g., for display) and also conveying it back to the injector, respectively.
- the embodiments of a parameter generation system described above determine the parameters of an initial protocol using information available to the operator, including information about the tube voltage to be applied during the imaging procedure.
- the initial protocol provides information on the volume of one or more fluids to be delivered to, for example, enable preloading of one or more syringes.
- the parameters of the generated protocol may be adjusted on the basis of characterization of the cardiovascular system.
- the parameter generation systems of this disclosure were described in connection with an injection including an initial contrast only injection phase and a subsequent admixture phase.
- the present parameter generation system is applicable to the injection of various pharmaceuticals, with or without injection of diluent of flushing fluids, via injection protocols that can include one, two of more phases.
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US11717605B2 (en) | 2016-11-22 | 2023-08-08 | Bayer Healthcare Llc | System and method for delivering a fluid with a consistent total volumetric flowrate |
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EP2850418A1 (fr) | 2015-03-25 |
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AU2018204199A1 (en) | 2018-07-05 |
AU2018204199B2 (en) | 2020-06-18 |
CA2873351C (fr) | 2022-07-26 |
US11191501B2 (en) | 2021-12-07 |
US20180242940A1 (en) | 2018-08-30 |
CN104428660A (zh) | 2015-03-18 |
DK2850418T3 (da) | 2019-05-20 |
EP2850418B1 (fr) | 2019-02-20 |
RU2605272C2 (ru) | 2016-12-20 |
BR112014028442A2 (pt) | 2018-04-24 |
AU2012380327A1 (en) | 2014-11-27 |
AU2016273840B2 (en) | 2018-04-26 |
KR20150013580A (ko) | 2015-02-05 |
JP6193978B2 (ja) | 2017-09-06 |
EP3489667B1 (fr) | 2021-05-05 |
CN111528872A (zh) | 2020-08-14 |
EP2850418A4 (fr) | 2015-08-05 |
HUE043383T2 (hu) | 2019-08-28 |
US20150141813A1 (en) | 2015-05-21 |
CA2873351A1 (fr) | 2013-11-21 |
JP2015523112A (ja) | 2015-08-13 |
HUE056182T2 (hu) | 2022-01-28 |
WO2013172811A1 (fr) | 2013-11-21 |
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EP3489667A1 (fr) | 2019-05-29 |
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